{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/asteroid-team/asteroid/blob/master/notebooks/02_Filterbank.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "source": [
    "# Filterbank API\n",
    "All supported filterbanks and related functions and classes can be found in [`asteroid_filterbanks`](https://github.com/asteroid-team/asteroid-filterbanks). The main classes are `Filterbank`, `Encoder` and `Decoder`.\n",
    "- `Filterbank` is the class holding the properties of the filterbank you want to use.\n",
    "- `Encoder` and `Decoder` are wrappers around filterbanks that enhance them with useful methods and attributes.\n",
    "\n",
    "The most common is the filterbank with fully learnable filters : `FreeFB`. Wrapping it by an `Encoder` makes it similar \n",
    "to a `nn.Conv1d`, wrapping it by a `Decoder` makes it similar to a `nn.ConvTranspose1d`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First install asteroid and depencies\n",
    "!pip install git+https://github.com/asteroid-team/asteroid.git@master --quiet\n"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### After installing requirements, you need to Restart Runtime (Ctrl + M).\n",
    "\n",
    "Else it will fail to import asteroid"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from asteroid_filterbanks.enc_dec import Filterbank, Encoder, Decoder\n",
    "from asteroid_filterbanks import FreeFB\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "# First, instantiate a filterbank\n",
    "fb = FreeFB(n_filters=256, kernel_size=128, stride=64)\n",
    "# Make an encoder out of it, forward some waveform through it.\n",
    "encoder = Encoder(fb)\n",
    "# Same for decoder (the filterbank doesn't need to be the same)\n",
    "decoder_fb = FreeFB(n_filters=256, kernel_size=128, stride=64)\n",
    "decoder = Decoder(decoder_fb)\n",
    "waveform = torch.randn(1, 1, 32000)  # (batch, channel, wav_lenght)\n",
    "# This would be the output of an adaptative/learnable front-end like in TasNet.\n",
    "spec_like = encoder(waveform)\n",
    "# Do whatever you want with it\n",
    "modif_spec_like = (spec_like.pow(2) + 1).log()\n",
    "# Go back in the time domain with the decoder.\n",
    "out_waveform = decoder(modif_spec_like)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Short-time Fourier Transform (STFT)\n",
    "`asteroid` provide a filterbank for STFT (`STFTFB`) which yields STFT when used as an encoder and iSTFT as a decoder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from asteroid_filterbanks import STFTFB\n",
    "# By default, the filters are weighted by a square root hanning window.\n",
    "dft_filters = STFTFB(n_filters=512, kernel_size=256, stride=128)\n",
    "stft = Encoder(dft_filters)\n",
    "idft_filters = STFTFB(n_filters=512, kernel_size=256, stride=128)\n",
    "istft = Decoder(idft_filters)\n",
    "\n",
    "spec = stft(waveform)\n",
    "out_waveform = istft(spec)\n",
    "\n",
    "# We can plot to see the output is the same as the input.\n",
    "fig, axes = plt.subplots(figsize=(20, 5))\n",
    "axes.plot(waveform.squeeze().data.numpy(), 'b')\n",
    "axes.plot(out_waveform.squeeze().data.numpy(), 'r+')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dynamic pseudo-inverse\n",
    "An `Decoder` can be a dynamic pseudo-inverse of an `Encoder` thanks to the `pinv_of` class method. The other way around also works.\n",
    "Let's see and example of how simple this is and make some plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Same as before, define a filterbank for an encoder.\n",
    "fb = FreeFB(n_filters=256, kernel_size=128, stride=64)\n",
    "encoder = Encoder(fb)\n",
    "# Define the pseudo inverse decoder.\n",
    "decoder = Decoder.pinv_of(encoder)\n",
    "\n",
    "waveform = torch.randn(1, 1, 32000)  # (batch, channel, wav_lenght)\n",
    "spec_like = encoder(waveform)\n",
    "out_waveform = decoder(spec_like)\n",
    "\n",
    "fig, axes = plt.subplots(figsize=(20, 5))\n",
    "axes.plot(waveform.squeeze().data.numpy(), 'b')\n",
    "axes.plot(out_waveform.squeeze().data.numpy(), 'r+')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making an encoder-decoder pair in one line \n",
    "[`make_enc_dec`](https://github.com/asteroid-team/asteroid-filterbanks/blob/master/asteroid_filterbanks/__init__.py#L14-L70) is a small function that helps making encoder-decoder pairs in an efficient way. Let's see some examples :\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "from asteroid_filterbanks import make_enc_dec\n",
    "# Create adaptative encoder-decoder pair like in Tasnet\n",
    "enc, dec = make_enc_dec('free', n_filters=500, kernel_size=80)\n",
    "# Create STFT/iSTFT pair in one line\n",
    "stft, istft = make_enc_dec('stft', n_filters=512, kernel_size=256, stride=128)\n",
    "# Create an analytic encoder and a pseudo-inverse decoder.\n",
    "analytic_enc, pinv_dec = make_enc_dec('analytic_free', who_is_pinv='dec', n_filters=500, kernel_size=16, stride=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Writing you own filterbank\n",
    "You need to define a subclass of `Filterbank` and overwrite the `filters` property. \n",
    "Your filters can either be static or dynamic :\n",
    "- Static filters are fixed at runtime (they can still be updated between forwards using gradient descent). This \n",
    "is the case of standard 1D-convolution or DFT filters for example.\n",
    "- Dynamic filters depend on some internal variables and are computed on the go, for every forward."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "class MyCoolFilterbank(Filterbank):\n",
    "    def __init__(self, n_filters, kernel_size, stride=None,):\n",
    "        super(MyCoolFilterbank, self).__init__(n_filters, kernel_size, stride=stride)\n",
    "        # In case of static filters, assign it to `self._filters`, \n",
    "        # and return `self._filters` in the `filters` function.\n",
    "        if your_filters_are_learnable:\n",
    "            # Make them parameters\n",
    "            self._filters = nn.Parameter(some_cool_filters)  # shape (n_filters, 1, kernel_size)\n",
    "        elif your_filters_are_fixed:\n",
    "            # Register them as buffer (enable automatic transfer to cuda and other things).\n",
    "            self.register_buffer('_filters', some_cool_filters)\n",
    "        \n",
    "        # In case of dynamic filters, define the parameters you might need to compute them.\n",
    "        self.some_parameter = nn.Parameter(learnable_parameter_your_filters_depend_on)\n",
    "        \n",
    "        # If the number of filters in the filterbank is different than the one requested by `n_filters`,\n",
    "        # it can be specified with self.n_feats_out\n",
    "        self.n_feats_out = some_function(n_filters)\n",
    "\n",
    "    def filters(self):\n",
    "        if your_filters_are_static:\n",
    "            return self._filters\n",
    "        elif your_filters_are_dynamic:\n",
    "            # This will be called at every forward, you can compute your filters here.\n",
    "            my_cool_filters = self.compute_filters(self.some_parameter)\n",
    "            return my_cool_filters"
   ]
  }
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